Mapping the Growing Neural Gas to Situation Calculus

  • Authors:
  • Dimitrios Vogiatzis;Andreas Stafylopatis

  • Affiliations:
  • -;-

  • Venue:
  • ICANN '02 Proceedings of the International Conference on Artificial Neural Networks
  • Year:
  • 2002

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Abstract

We propose a dynamic mapping of the operation of the Growing Neural Gas model to Situation Calculus, with the purpose of grounding the relatively higher level concepts of Situation Calculus to lower level signals. Since both the Situation Calculus and the Growing Neural Gas model were conceived with the express purpose of describing dynamic phenomena, this transformation is natural. We believe that the transformation will also be useful in data mining tasks. Finally, we present experimental results as an early evaluation of our method.